Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 8693 |
| Missing cells | 597 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.0 MiB |
| Average record size in memory | 122.0 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 5 |
| Boolean | 3 |
| Numeric | 8 |
CryoSleep is highly overall correlated with FoodCourt and 4 other fields | High correlation |
Deck is highly overall correlated with HomePlanet | High correlation |
FoodCourt is highly overall correlated with CryoSleep | High correlation |
HomePlanet is highly overall correlated with Deck | High correlation |
RoomService is highly overall correlated with CryoSleep | High correlation |
ShoppingMall is highly overall correlated with CryoSleep | High correlation |
Spa is highly overall correlated with CryoSleep | High correlation |
VRDeck is highly overall correlated with CryoSleep | High correlation |
VIP is highly imbalanced (84.3%) | Imbalance |
ID_No is highly imbalanced (54.3%) | Imbalance |
Deck has 199 (2.3%) missing values | Missing |
Cabin_No has 199 (2.3%) missing values | Missing |
Cabin_Side has 199 (2.3%) missing values | Missing |
PassengerId has unique values | Unique |
Age has 178 (2.0%) zeros | Zeros |
RoomService has 117 (1.3%) zeros | Zeros |
FoodCourt has 116 (1.3%) zeros | Zeros |
ShoppingMall has 153 (1.8%) zeros | Zeros |
Spa has 146 (1.7%) zeros | Zeros |
VRDeck has 139 (1.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-19 05:33:08.321758 |
|---|---|
| Analysis finished | 2024-12-19 05:39:15.500110 |
| Duration | 6 minutes and 7.18 seconds |
| Software version | ydata-profiling vv4.6.2 |
| Download configuration | config.json |
PassengerId
Text
UNIQUE
| Distinct | 8693 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.0 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 60851 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8693 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 0001_01 |
|---|---|
| 2nd row | 0002_01 |
| 3rd row | 0003_01 |
| 4th row | 0003_02 |
| 5th row | 0004_01 |
| Value | Count | Frequency (%) |
| 0001_01 | 1 | < 0.1% |
| 0031_01 | 1 | < 0.1% |
| 0003_01 | 1 | < 0.1% |
| 0003_02 | 1 | < 0.1% |
| 0004_01 | 1 | < 0.1% |
| 0005_01 | 1 | < 0.1% |
| 0006_01 | 1 | < 0.1% |
| 0006_02 | 1 | < 0.1% |
| 0007_01 | 1 | < 0.1% |
| 0008_01 | 1 | < 0.1% |
| Other values (8683) | 8683 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12459 | |
| 1 | 9827 | |
| _ | 8693 | |
| 2 | 5017 | |
| 3 | 4039 | 6.6% |
| 4 | 3790 | 6.2% |
| 6 | 3664 | 6.0% |
| 5 | 3606 | 5.9% |
| 8 | 3557 | 5.8% |
| 7 | 3410 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 52158 | |
| Connector Punctuation | 8693 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12459 | |
| 1 | 9827 | |
| 2 | 5017 | |
| 3 | 4039 | 7.7% |
| 4 | 3790 | 7.3% |
| 6 | 3664 | 7.0% |
| 5 | 3606 | 6.9% |
| 8 | 3557 | 6.8% |
| 7 | 3410 | 6.5% |
| 9 | 2789 | 5.3% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 8693 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 60851 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12459 | |
| 1 | 9827 | |
| _ | 8693 | |
| 2 | 5017 | |
| 3 | 4039 | 6.6% |
| 4 | 3790 | 6.2% |
| 6 | 3664 | 6.0% |
| 5 | 3606 | 5.9% |
| 8 | 3557 | 5.8% |
| 7 | 3410 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 60851 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12459 | |
| 1 | 9827 | |
| _ | 8693 | |
| 2 | 5017 | |
| 3 | 4039 | 6.6% |
| 4 | 3790 | 6.2% |
| 6 | 3664 | 6.0% |
| 5 | 3606 | 5.9% |
| 8 | 3557 | 5.8% |
| 7 | 3410 | 5.6% |
HomePlanet
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.0 KiB |
| Earth | |
|---|---|
| Europa | |
| Mars |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0427931 |
| Min length | 4 |
Characters and Unicode
| Total characters | 43837 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Europa |
|---|---|
| 2nd row | Earth |
| 3rd row | Europa |
| 4th row | Europa |
| 5th row | Earth |
Common Values
| Value | Count | Frequency (%) |
| Earth | 4803 | |
| Europa | 2131 | |
| Mars | 1759 | 20.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| earth | 4803 | |
| europa | 2131 | |
| mars | 1759 | 20.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 8693 | |
| r | 8693 | |
| E | 6934 | |
| t | 4803 | |
| h | 4803 | |
| u | 2131 | 4.9% |
| o | 2131 | 4.9% |
| p | 2131 | 4.9% |
| M | 1759 | 4.0% |
| s | 1759 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 35144 | |
| Uppercase Letter | 8693 | 19.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 8693 | |
| r | 8693 | |
| t | 4803 | |
| h | 4803 | |
| u | 2131 | 6.1% |
| o | 2131 | 6.1% |
| p | 2131 | 6.1% |
| s | 1759 | 5.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 6934 | |
| M | 1759 | 20.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43837 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 8693 | |
| r | 8693 | |
| E | 6934 | |
| t | 4803 | |
| h | 4803 | |
| u | 2131 | 4.9% |
| o | 2131 | 4.9% |
| p | 2131 | 4.9% |
| M | 1759 | 4.0% |
| s | 1759 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 43837 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 8693 | |
| r | 8693 | |
| E | 6934 | |
| t | 4803 | |
| h | 4803 | |
| u | 2131 | 4.9% |
| o | 2131 | 4.9% |
| p | 2131 | 4.9% |
| M | 1759 | 4.0% |
| s | 1759 | 4.0% |
CryoSleep
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5558 | |
| True | 3135 |
Destination
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.0 KiB |
| TRAPPIST-1e | |
|---|---|
| 55 Cancri e | |
| PSO J318.5-22 |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 11.183136 |
| Min length | 11 |
Characters and Unicode
| Total characters | 97215 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TRAPPIST-1e |
|---|---|
| 2nd row | TRAPPIST-1e |
| 3rd row | TRAPPIST-1e |
| 4th row | TRAPPIST-1e |
| 5th row | TRAPPIST-1e |
Common Values
| Value | Count | Frequency (%) |
| TRAPPIST-1e | 6097 | |
| 55 Cancri e | 1800 | 20.7% |
| PSO J318.5-22 | 796 | 9.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| trappist-1e | 6097 | |
| 55 | 1800 | 13.8% |
| cancri | 1800 | 13.8% |
| e | 1800 | 13.8% |
| pso | 796 | 6.1% |
| j318.5-22 | 796 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 12990 | |
| T | 12194 | |
| e | 7897 | 8.1% |
| S | 6893 | 7.1% |
| - | 6893 | 7.1% |
| 1 | 6893 | 7.1% |
| A | 6097 | 6.3% |
| I | 6097 | 6.3% |
| R | 6097 | 6.3% |
| 5 | 4396 | 4.5% |
| Other values (13) | 20768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 53760 | |
| Lowercase Letter | 16897 | 17.4% |
| Decimal Number | 14473 | 14.9% |
| Dash Punctuation | 6893 | 7.1% |
| Space Separator | 4396 | 4.5% |
| Other Punctuation | 796 | 0.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 12990 | |
| T | 12194 | |
| S | 6893 | |
| A | 6097 | |
| I | 6097 | |
| R | 6097 | |
| C | 1800 | 3.3% |
| O | 796 | 1.5% |
| J | 796 | 1.5% |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 7897 | |
| c | 1800 | 10.7% |
| i | 1800 | 10.7% |
| r | 1800 | 10.7% |
| n | 1800 | 10.7% |
| a | 1800 | 10.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6893 | |
| 5 | 4396 | |
| 2 | 1592 | 11.0% |
| 3 | 796 | 5.5% |
| 8 | 796 | 5.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6893 |
Space Separator
| Value | Count | Frequency (%) |
| 4396 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 796 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 70657 | |
| Common | 26558 | 27.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 12990 | |
| T | 12194 | |
| e | 7897 | |
| S | 6893 | |
| A | 6097 | |
| I | 6097 | |
| R | 6097 | |
| c | 1800 | 2.5% |
| i | 1800 | 2.5% |
| r | 1800 | 2.5% |
| Other values (5) | 6992 |
Common
| Value | Count | Frequency (%) |
| - | 6893 | |
| 1 | 6893 | |
| 5 | 4396 | |
| 4396 | ||
| 2 | 1592 | 6.0% |
| 3 | 796 | 3.0% |
| 8 | 796 | 3.0% |
| . | 796 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 97215 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 12990 | |
| T | 12194 | |
| e | 7897 | 8.1% |
| S | 6893 | 7.1% |
| - | 6893 | 7.1% |
| 1 | 6893 | 7.1% |
| A | 6097 | 6.3% |
| I | 6097 | 6.3% |
| R | 6097 | 6.3% |
| 5 | 4396 | 4.5% |
| Other values (13) | 20768 |
Age
Real number (ℝ)
ZEROS
| Distinct | 80 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.790291 |
| Minimum | 0 |
|---|---|
| Maximum | 79 |
| Zeros | 178 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20 |
| median | 27 |
| Q3 | 37 |
| 95-th percentile | 55 |
| Maximum | 79 |
| Range | 79 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 14.341404 |
|---|---|
| Coefficient of variation (CV) | 0.49813335 |
| Kurtosis | 0.1695703 |
| Mean | 28.790291 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.43110236 |
| Sum | 250274 |
| Variance | 205.67587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27 | 438 | 5.0% |
| 24 | 324 | 3.7% |
| 18 | 320 | 3.7% |
| 21 | 311 | 3.6% |
| 19 | 293 | 3.4% |
| 23 | 292 | 3.4% |
| 22 | 291 | 3.3% |
| 20 | 277 | 3.2% |
| 26 | 268 | 3.1% |
| 28 | 267 | 3.1% |
| Other values (70) | 5612 |
| Value | Count | Frequency (%) |
| 0 | 178 | |
| 1 | 67 | 0.8% |
| 2 | 75 | |
| 3 | 75 | |
| 4 | 71 | 0.8% |
| 5 | 33 | 0.4% |
| 6 | 40 | 0.5% |
| 7 | 52 | 0.6% |
| 8 | 46 | 0.5% |
| 9 | 42 | 0.5% |
| Value | Count | Frequency (%) |
| 79 | 3 | < 0.1% |
| 78 | 3 | < 0.1% |
| 77 | 2 | < 0.1% |
| 76 | 2 | < 0.1% |
| 75 | 4 | |
| 74 | 5 | |
| 73 | 7 | |
| 72 | 4 | |
| 71 | 7 | |
| 70 | 9 |
VIP
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.6 KiB |
| False | |
|---|---|
| True | 199 |
| Value | Count | Frequency (%) |
| False | 8494 | |
| True | 199 | 2.3% |
RoomService
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1273 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1890268 |
| Minimum | -2.3025851 |
|---|---|
| Maximum | 9.5699011 |
| Zeros | 117 |
| Zeros (%) | 1.3% |
| Negative | 5758 |
| Negative (%) | 66.2% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | -2.3025851 |
|---|---|
| 5-th percentile | -2.3025851 |
| Q1 | -2.3025851 |
| median | -2.3025851 |
| Q3 | 3.7135721 |
| 95-th percentile | 7.1363238 |
| Maximum | 9.5699011 |
| Range | 11.872486 |
| Interquartile range (IQR) | 6.0161572 |
Descriptive statistics
| Standard deviation | 3.719179 |
|---|---|
| Coefficient of variation (CV) | 19.675406 |
| Kurtosis | -0.78721207 |
| Mean | 0.1890268 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.986141 |
| Sum | 1643.2099 |
| Variance | 13.832292 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.302585093 | 5758 | |
| 0 | 117 | 1.3% |
| 0.6931471806 | 79 | 0.9% |
| 1.098612289 | 61 | 0.7% |
| 1.386294361 | 47 | 0.5% |
| 1.609437912 | 28 | 0.3% |
| 2.197224577 | 25 | 0.3% |
| 2.079441542 | 24 | 0.3% |
| 1.791759469 | 24 | 0.3% |
| 2.63905733 | 21 | 0.2% |
| Other values (1263) | 2509 |
| Value | Count | Frequency (%) |
| -2.302585093 | 5758 | |
| 0 | 117 | 1.3% |
| 0.6931471806 | 79 | 0.9% |
| 1.098612289 | 61 | 0.7% |
| 1.386294361 | 47 | 0.5% |
| 1.609437912 | 28 | 0.3% |
| 1.791759469 | 24 | 0.3% |
| 1.945910149 | 17 | 0.2% |
| 2.079441542 | 24 | 0.3% |
| 2.197224577 | 25 | 0.3% |
| Value | Count | Frequency (%) |
| 9.569901148 | 1 | |
| 9.2023082 | 1 | |
| 9.057888249 | 1 | |
| 9.017119634 | 1 | |
| 9.012986392 | 1 | |
| 9.00797936 | 1 | |
| 9.005895898 | 1 | |
| 9.004791129 | 1 | |
| 8.990939807 | 1 | |
| 8.910045761 | 1 |
FoodCourt
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1507 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39184876 |
| Minimum | -2.3025851 |
|---|---|
| Maximum | 10.3027 |
| Zeros | 116 |
| Zeros (%) | 1.3% |
| Negative | 5639 |
| Negative (%) | 64.9% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | -2.3025851 |
|---|---|
| 5-th percentile | -2.3025851 |
| Q1 | -2.3025851 |
| median | -2.3025851 |
| Q3 | 4.1108739 |
| 95-th percentile | 7.889609 |
| Maximum | 10.3027 |
| Range | 12.605285 |
| Interquartile range (IQR) | 6.413459 |
Descriptive statistics
| Standard deviation | 3.9335989 |
|---|---|
| Coefficient of variation (CV) | 10.038564 |
| Kurtosis | -0.78458719 |
| Mean | 0.39184876 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.96336075 |
| Sum | 3406.3413 |
| Variance | 15.4732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.302585093 | 5639 | |
| 0 | 116 | 1.3% |
| 0.6931471806 | 75 | 0.9% |
| 1.098612289 | 53 | 0.6% |
| 1.386294361 | 53 | 0.6% |
| 1.609437912 | 33 | 0.4% |
| 1.791759469 | 31 | 0.4% |
| 2.197224577 | 28 | 0.3% |
| 1.945910149 | 27 | 0.3% |
| 2.302585093 | 27 | 0.3% |
| Other values (1497) | 2611 |
| Value | Count | Frequency (%) |
| -2.302585093 | 5639 | |
| 0 | 116 | 1.3% |
| 0.6931471806 | 75 | 0.9% |
| 1.098612289 | 53 | 0.6% |
| 1.386294361 | 53 | 0.6% |
| 1.609437912 | 33 | 0.4% |
| 1.791759469 | 31 | 0.4% |
| 1.945910149 | 27 | 0.3% |
| 2.079441542 | 20 | 0.2% |
| 2.197224577 | 28 | 0.3% |
| Value | Count | Frequency (%) |
| 10.30269982 | 1 | |
| 10.23001767 | 1 | |
| 10.20621832 | 1 | |
| 10.19727594 | 1 | |
| 9.955415645 | 1 | |
| 9.824498456 | 1 | |
| 9.795790977 | 1 | |
| 9.792611856 | 1 | |
| 9.780585185 | 1 | |
| 9.766062877 | 1 |
ShoppingMall
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1115 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.039248695 |
| Minimum | -2.3025851 |
|---|---|
| Maximum | 10.064415 |
| Zeros | 153 |
| Zeros (%) | 1.8% |
| Negative | 5795 |
| Negative (%) | 66.7% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | -2.3025851 |
|---|---|
| 5-th percentile | -2.3025851 |
| Q1 | -2.3025851 |
| median | -2.3025851 |
| Q3 | 3.0910425 |
| 95-th percentile | 6.8160783 |
| Maximum | 10.064415 |
| Range | 12.367 |
| Interquartile range (IQR) | 5.3936275 |
Descriptive statistics
| Standard deviation | 3.5532454 |
|---|---|
| Coefficient of variation (CV) | 90.531556 |
| Kurtosis | -0.62897046 |
| Mean | 0.039248695 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0445836 |
| Sum | 341.18891 |
| Variance | 12.625553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.302585093 | 5795 | |
| 0 | 153 | 1.8% |
| 0.6931471806 | 80 | 0.9% |
| 1.098612289 | 59 | 0.7% |
| 1.386294361 | 45 | 0.5% |
| 1.609437912 | 38 | 0.4% |
| 1.945910149 | 36 | 0.4% |
| 1.791759469 | 34 | 0.4% |
| 2.564949357 | 29 | 0.3% |
| 2.197224577 | 28 | 0.3% |
| Other values (1105) | 2396 |
| Value | Count | Frequency (%) |
| -2.302585093 | 5795 | |
| 0 | 153 | 1.8% |
| 0.6931471806 | 80 | 0.9% |
| 1.098612289 | 59 | 0.7% |
| 1.386294361 | 45 | 0.5% |
| 1.609437912 | 38 | 0.4% |
| 1.791759469 | 34 | 0.4% |
| 1.945910149 | 36 | 0.4% |
| 2.079441542 | 28 | 0.3% |
| 2.197224577 | 28 | 0.3% |
| Value | Count | Frequency (%) |
| 10.06441522 | 1 | |
| 9.413526084 | 1 | |
| 9.278466201 | 1 | |
| 9.251866119 | 1 | |
| 9.111403624 | 1 | |
| 8.963160243 | 1 | |
| 8.879750799 | 1 | |
| 8.874587876 | 1 | |
| 8.868413285 | 1 | |
| 8.825412915 | 1 |
Spa
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1327 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35425578 |
| Minimum | -2.3025851 |
|---|---|
| Maximum | 10.017173 |
| Zeros | 146 |
| Zeros (%) | 1.7% |
| Negative | 5507 |
| Negative (%) | 63.3% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | -2.3025851 |
|---|---|
| 5-th percentile | -2.3025851 |
| Q1 | -2.3025851 |
| median | -2.3025851 |
| Q3 | 3.9702919 |
| 95-th percentile | 7.3621344 |
| Maximum | 10.017173 |
| Range | 12.319758 |
| Interquartile range (IQR) | 6.272877 |
Descriptive statistics
| Standard deviation | 3.7715121 |
|---|---|
| Coefficient of variation (CV) | 10.646297 |
| Kurtosis | -0.84537957 |
| Mean | 0.35425578 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.91834064 |
| Sum | 3079.5455 |
| Variance | 14.224303 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.302585093 | 5507 | |
| 0 | 146 | 1.7% |
| 0.6931471806 | 105 | 1.2% |
| 1.609437912 | 53 | 0.6% |
| 1.098612289 | 53 | 0.6% |
| 1.386294361 | 46 | 0.5% |
| 1.945910149 | 34 | 0.4% |
| 1.791759469 | 33 | 0.4% |
| 2.197224577 | 28 | 0.3% |
| 2.079441542 | 28 | 0.3% |
| Other values (1317) | 2660 |
| Value | Count | Frequency (%) |
| -2.302585093 | 5507 | |
| 0 | 146 | 1.7% |
| 0.6931471806 | 105 | 1.2% |
| 1.098612289 | 53 | 0.6% |
| 1.386294361 | 46 | 0.5% |
| 1.609437912 | 53 | 0.6% |
| 1.791759469 | 33 | 0.4% |
| 1.945910149 | 34 | 0.4% |
| 2.079441542 | 28 | 0.3% |
| 2.197224577 | 28 | 0.3% |
| Value | Count | Frequency (%) |
| 10.01717332 | 1 | |
| 9.829410349 | 1 | |
| 9.716796463 | 1 | |
| 9.688993982 | 1 | |
| 9.654128354 | 1 | |
| 9.637632201 | 1 | |
| 9.631547587 | 1 | |
| 9.613803477 | 1 | |
| 9.546455402 | 1 | |
| 9.539787994 | 1 |
VRDeck
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1306 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22919154 |
| Minimum | -2.3025851 |
|---|---|
| Maximum | 10.091335 |
| Zeros | 139 |
| Zeros (%) | 1.6% |
| Negative | 5683 |
| Negative (%) | 65.4% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | -2.3025851 |
|---|---|
| 5-th percentile | -2.3025851 |
| Q1 | -2.3025851 |
| median | -2.3025851 |
| Q3 | 3.6888795 |
| 95-th percentile | 7.299932 |
| Maximum | 10.091335 |
| Range | 12.393921 |
| Interquartile range (IQR) | 5.9914645 |
Descriptive statistics
| Standard deviation | 3.7409087 |
|---|---|
| Coefficient of variation (CV) | 16.322193 |
| Kurtosis | -0.70293461 |
| Mean | 0.22919154 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9962281 |
| Sum | 1992.3621 |
| Variance | 13.994398 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.302585093 | 5683 | |
| 0 | 139 | 1.6% |
| 0.6931471806 | 70 | 0.8% |
| 1.098612289 | 56 | 0.6% |
| 1.609437912 | 51 | 0.6% |
| 1.386294361 | 47 | 0.5% |
| 1.791759469 | 32 | 0.4% |
| 2.079441542 | 30 | 0.3% |
| 1.945910149 | 29 | 0.3% |
| 2.197224577 | 25 | 0.3% |
| Other values (1296) | 2531 |
| Value | Count | Frequency (%) |
| -2.302585093 | 5683 | |
| 0 | 139 | 1.6% |
| 0.6931471806 | 70 | 0.8% |
| 1.098612289 | 56 | 0.6% |
| 1.386294361 | 47 | 0.5% |
| 1.609437912 | 51 | 0.6% |
| 1.791759469 | 32 | 0.4% |
| 1.945910149 | 29 | 0.3% |
| 2.079441542 | 30 | 0.3% |
| 2.197224577 | 25 | 0.3% |
| Value | Count | Frequency (%) |
| 10.09133548 | 1 | |
| 9.920147993 | 1 | |
| 9.758808541 | 1 | |
| 9.745312118 | 1 | |
| 9.701187753 | 1 | |
| 9.58086891 | 1 | |
| 9.449986995 | 1 | |
| 9.448175472 | 1 | |
| 9.447938944 | 1 | |
| 9.427385365 | 1 |
Transported
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4378 | |
| False | 4315 |
Deck
Categorical
HIGH CORRELATION MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 199 |
| Missing (%) | 2.3% |
| Memory size | 68.0 KiB |
| F | |
|---|---|
| G | |
| E | |
| B | |
| C | |
| Other values (3) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8494 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | F |
| 3rd row | A |
| 4th row | A |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 2794 | |
| G | 2559 | |
| E | 876 | 10.1% |
| B | 779 | 9.0% |
| C | 747 | 8.6% |
| D | 478 | 5.5% |
| A | 256 | 2.9% |
| T | 5 | 0.1% |
| (Missing) | 199 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 2794 | |
| g | 2559 | |
| e | 876 | 10.3% |
| b | 779 | 9.2% |
| c | 747 | 8.8% |
| d | 478 | 5.6% |
| a | 256 | 3.0% |
| t | 5 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 2794 | |
| G | 2559 | |
| E | 876 | 10.3% |
| B | 779 | 9.2% |
| C | 747 | 8.8% |
| D | 478 | 5.6% |
| A | 256 | 3.0% |
| T | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8494 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 2794 | |
| G | 2559 | |
| E | 876 | 10.3% |
| B | 779 | 9.2% |
| C | 747 | 8.8% |
| D | 478 | 5.6% |
| A | 256 | 3.0% |
| T | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8494 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 2794 | |
| G | 2559 | |
| E | 876 | 10.3% |
| B | 779 | 9.2% |
| C | 747 | 8.8% |
| D | 478 | 5.6% |
| A | 256 | 3.0% |
| T | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8494 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 2794 | |
| G | 2559 | |
| E | 876 | 10.3% |
| B | 779 | 9.2% |
| C | 747 | 8.8% |
| D | 478 | 5.6% |
| A | 256 | 3.0% |
| T | 5 | 0.1% |
Cabin_No
Real number (ℝ)
MISSING
| Distinct | 1817 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 199 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 600.36767 |
| Minimum | 0 |
|---|---|
| Maximum | 1894 |
| Zeros | 18 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 167.25 |
| median | 427 |
| Q3 | 999 |
| 95-th percentile | 1569.35 |
| Maximum | 1894 |
| Range | 1894 |
| Interquartile range (IQR) | 831.75 |
Descriptive statistics
| Standard deviation | 511.86723 |
|---|---|
| Coefficient of variation (CV) | 0.85258959 |
| Kurtosis | -0.71277235 |
| Mean | 600.36767 |
| Median Absolute Deviation (MAD) | 329 |
| Skewness | 0.71835962 |
| Sum | 5099523 |
| Variance | 262008.06 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82 | 28 | 0.3% |
| 86 | 22 | 0.3% |
| 19 | 22 | 0.3% |
| 56 | 21 | 0.2% |
| 176 | 21 | 0.2% |
| 97 | 21 | 0.2% |
| 230 | 20 | 0.2% |
| 269 | 19 | 0.2% |
| 65 | 19 | 0.2% |
| 123 | 19 | 0.2% |
| Other values (1807) | 8282 | |
| (Missing) | 199 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1 | 15 | |
| 2 | 11 | |
| 3 | 16 | |
| 4 | 7 | 0.1% |
| 5 | 13 | |
| 6 | 12 | |
| 7 | 9 | |
| 8 | 13 | |
| 9 | 16 |
| Value | Count | Frequency (%) |
| 1894 | 1 | |
| 1893 | 1 | |
| 1892 | 1 | |
| 1891 | 1 | |
| 1888 | 2 | |
| 1886 | 1 | |
| 1884 | 1 | |
| 1880 | 1 | |
| 1878 | 1 | |
| 1877 | 1 |
Cabin_Side
Categorical
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 199 |
| Missing (%) | 2.3% |
| Memory size | 68.0 KiB |
| S | |
|---|---|
| P |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8494 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | P |
|---|---|
| 2nd row | S |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 4288 | |
| P | 4206 | |
| (Missing) | 199 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 4288 | |
| p | 4206 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 4288 | |
| P | 4206 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8494 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 4288 | |
| P | 4206 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8494 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 4288 | |
| P | 4206 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8494 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 4288 | |
| P | 4206 |
ID_Group
Real number (ℝ)
| Distinct | 6217 |
|---|---|
| Distinct (%) | 71.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4633.3896 |
| Minimum | 1 |
|---|---|
| Maximum | 9280 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 68.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 465.6 |
| Q1 | 2319 |
| median | 4630 |
| Q3 | 6883 |
| 95-th percentile | 8819.4 |
| Maximum | 9280 |
| Range | 9279 |
| Interquartile range (IQR) | 4564 |
Descriptive statistics
| Standard deviation | 2671.0289 |
|---|---|
| Coefficient of variation (CV) | 0.57647404 |
| Kurtosis | -1.1817463 |
| Mean | 4633.3896 |
| Median Absolute Deviation (MAD) | 2277 |
| Skewness | 0.0020202219 |
| Sum | 40278056 |
| Variance | 7134395.1 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4498 | 8 | 0.1% |
| 8168 | 8 | 0.1% |
| 8728 | 8 | 0.1% |
| 8796 | 8 | 0.1% |
| 8956 | 8 | 0.1% |
| 4256 | 8 | 0.1% |
| 984 | 8 | 0.1% |
| 9081 | 8 | 0.1% |
| 8988 | 8 | 0.1% |
| 5756 | 8 | 0.1% |
| Other values (6207) | 8613 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 2 | |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | |
| 7 | 1 | < 0.1% |
| 8 | 3 | |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9280 | 2 | |
| 9279 | 1 | < 0.1% |
| 9278 | 1 | < 0.1% |
| 9276 | 1 | < 0.1% |
| 9275 | 3 | |
| 9274 | 1 | < 0.1% |
| 9272 | 2 | |
| 9270 | 1 | < 0.1% |
| 9268 | 1 | < 0.1% |
| 9267 | 2 |
ID_No
Categorical
IMBALANCE
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.0 KiB |
| 01 | |
|---|---|
| 02 | |
| 03 | 571 |
| 04 | 231 |
| 05 | 128 |
| Other values (3) | 134 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 17386 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 01 |
|---|---|
| 2nd row | 01 |
| 3rd row | 01 |
| 4th row | 02 |
| 5th row | 01 |
Common Values
| Value | Count | Frequency (%) |
| 01 | 6217 | |
| 02 | 1412 | 16.2% |
| 03 | 571 | 6.6% |
| 04 | 231 | 2.7% |
| 05 | 128 | 1.5% |
| 06 | 75 | 0.9% |
| 07 | 46 | 0.5% |
| 08 | 13 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 01 | 6217 | |
| 02 | 1412 | 16.2% |
| 03 | 571 | 6.6% |
| 04 | 231 | 2.7% |
| 05 | 128 | 1.5% |
| 06 | 75 | 0.9% |
| 07 | 46 | 0.5% |
| 08 | 13 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8693 | |
| 1 | 6217 | |
| 2 | 1412 | 8.1% |
| 3 | 571 | 3.3% |
| 4 | 231 | 1.3% |
| 5 | 128 | 0.7% |
| 6 | 75 | 0.4% |
| 7 | 46 | 0.3% |
| 8 | 13 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17386 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8693 | |
| 1 | 6217 | |
| 2 | 1412 | 8.1% |
| 3 | 571 | 3.3% |
| 4 | 231 | 1.3% |
| 5 | 128 | 0.7% |
| 6 | 75 | 0.4% |
| 7 | 46 | 0.3% |
| 8 | 13 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17386 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8693 | |
| 1 | 6217 | |
| 2 | 1412 | 8.1% |
| 3 | 571 | 3.3% |
| 4 | 231 | 1.3% |
| 5 | 128 | 0.7% |
| 6 | 75 | 0.4% |
| 7 | 46 | 0.3% |
| 8 | 13 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17386 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8693 | |
| 1 | 6217 | |
| 2 | 1412 | 8.1% |
| 3 | 571 | 3.3% |
| 4 | 231 | 1.3% |
| 5 | 128 | 0.7% |
| 6 | 75 | 0.4% |
| 7 | 46 | 0.3% |
| 8 | 13 | 0.1% |
| Age | Cabin_No | Cabin_Side | CryoSleep | Deck | Destination | FoodCourt | HomePlanet | ID_Group | ID_No | RoomService | ShoppingMall | Spa | Transported | VIP | VRDeck | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.005 | 0.016 | 0.117 | 0.131 | 0.040 | 0.200 | 0.195 | -0.005 | 0.103 | 0.121 | 0.099 | 0.191 | 0.132 | 0.114 | 0.177 |
| Cabin_No | -0.005 | 1.000 | 0.000 | 0.000 | 0.000 | 0.145 | -0.005 | 0.393 | -0.245 | 0.000 | -0.002 | -0.014 | 0.001 | 0.146 | 0.000 | 0.008 |
| Cabin_Side | 0.016 | 0.000 | 1.000 | 0.015 | 0.037 | 0.000 | 0.008 | 0.037 | -0.007 | 0.000 | -0.021 | -0.016 | 0.001 | 0.103 | 0.000 | -0.011 |
| CryoSleep | 0.117 | 0.000 | 0.015 | 1.000 | 0.333 | 0.117 | -0.536 | 0.114 | -0.004 | 0.081 | -0.521 | -0.517 | -0.552 | 0.467 | 0.080 | -0.531 |
| Deck | 0.131 | 0.000 | 0.037 | 0.333 | 1.000 | 0.244 | -0.274 | 0.743 | -0.002 | 0.074 | -0.056 | -0.039 | -0.227 | 0.213 | 0.197 | -0.228 |
| Destination | 0.040 | 0.145 | 0.000 | 0.117 | 0.244 | 1.000 | -0.023 | 0.256 | -0.005 | 0.053 | 0.094 | 0.092 | 0.017 | 0.109 | 0.043 | -0.011 |
| FoodCourt | 0.200 | -0.005 | 0.008 | -0.536 | -0.274 | -0.023 | 1.000 | 0.326 | 0.006 | 0.037 | 0.181 | 0.185 | 0.470 | 0.289 | 0.133 | 0.497 |
| HomePlanet | 0.195 | 0.393 | 0.037 | 0.114 | 0.743 | 0.256 | 0.326 | 1.000 | -0.005 | 0.135 | 0.108 | 0.045 | 0.010 | 0.191 | 0.171 | -0.062 |
| ID_Group | -0.005 | -0.245 | -0.007 | -0.004 | -0.002 | -0.005 | 0.006 | -0.005 | 1.000 | 0.000 | 0.006 | 0.013 | 0.007 | 0.179 | 0.000 | 0.004 |
| ID_No | 0.103 | 0.000 | 0.000 | 0.081 | 0.074 | 0.053 | 0.037 | 0.135 | 0.000 | 1.000 | -0.103 | -0.114 | -0.062 | 0.089 | 0.021 | -0.060 |
| RoomService | 0.121 | -0.002 | -0.021 | -0.521 | -0.056 | 0.094 | 0.181 | 0.108 | 0.006 | -0.103 | 1.000 | 0.430 | 0.240 | 0.366 | 0.055 | 0.181 |
| ShoppingMall | 0.099 | -0.014 | -0.016 | -0.517 | -0.039 | 0.092 | 0.185 | 0.045 | 0.013 | -0.114 | 0.430 | 1.000 | 0.253 | 0.306 | 0.024 | 0.188 |
| Spa | 0.191 | 0.001 | 0.001 | -0.552 | -0.227 | 0.017 | 0.470 | 0.010 | 0.007 | -0.062 | 0.240 | 0.253 | 1.000 | 0.368 | 0.086 | 0.437 |
| Transported | 0.132 | 0.146 | 0.103 | 0.467 | 0.213 | 0.109 | 0.289 | 0.191 | 0.179 | 0.089 | 0.366 | 0.306 | 0.368 | 1.000 | 0.035 | -0.347 |
| VIP | 0.114 | 0.000 | 0.000 | 0.080 | 0.197 | 0.043 | 0.133 | 0.171 | 0.000 | 0.021 | 0.055 | 0.024 | 0.086 | 0.035 | 1.000 | 0.095 |
| VRDeck | 0.177 | 0.008 | -0.011 | -0.531 | -0.228 | -0.011 | 0.497 | -0.062 | 0.004 | -0.060 | 0.181 | 0.188 | 0.437 | -0.347 | 0.095 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| PassengerId | HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Transported | Deck | Cabin_No | Cabin_Side | ID_Group | ID_No | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0001_01 | Europa | False | TRAPPIST-1e | 39.0 | False | -2.302585 | -2.302585 | -2.302585 | -2.302585 | -2.302585 | False | B | 0 | P | 0001 | 01 |
| 1 | 0002_01 | Earth | False | TRAPPIST-1e | 24.0 | False | 4.691348 | 2.197225 | 3.218876 | 6.308098 | 3.784190 | True | F | 0 | S | 0002 | 01 |
| 2 | 0003_01 | Europa | False | TRAPPIST-1e | 58.0 | True | 3.761200 | 8.182000 | -2.302585 | 8.812099 | 3.891820 | False | A | 0 | S | 0003 | 01 |
| 3 | 0003_02 | Europa | False | TRAPPIST-1e | 33.0 | False | -2.302585 | 7.156956 | 5.916202 | 8.110427 | 5.262690 | False | A | 0 | S | 0003 | 02 |
| 4 | 0004_01 | Earth | False | TRAPPIST-1e | 16.0 | False | 5.713733 | 4.248495 | 5.017280 | 6.336826 | 0.693147 | True | F | 1 | S | 0004 | 01 |
| 5 | 0005_01 | Earth | False | PSO J318.5-22 | 44.0 | False | -2.302585 | 6.180017 | -2.302585 | 5.673323 | -2.302585 | True | F | 0 | P | 0005 | 01 |
| 6 | 0006_01 | Earth | False | TRAPPIST-1e | 26.0 | False | 3.737670 | 7.338888 | 1.098612 | -2.302585 | -2.302585 | True | F | 2 | S | 0006 | 01 |
| 7 | 0006_02 | Earth | True | TRAPPIST-1e | 28.0 | False | -2.302585 | -2.302585 | -2.302585 | -2.302585 | -2.302585 | True | G | 0 | S | 0006 | 02 |
| 8 | 0007_01 | Earth | False | TRAPPIST-1e | 35.0 | False | -2.302585 | 6.665684 | 2.833213 | 5.375278 | -2.302585 | True | F | 3 | S | 0007 | 01 |
| 9 | 0008_01 | Europa | True | 55 Cancri e | 14.0 | False | -2.302585 | -2.302585 | -2.302585 | -2.302585 | -2.302585 | True | B | 1 | P | 0008 | 01 |
| PassengerId | HomePlanet | CryoSleep | Destination | Age | VIP | RoomService | FoodCourt | ShoppingMall | Spa | VRDeck | Transported | Deck | Cabin_No | Cabin_Side | ID_Group | ID_No | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8683 | 9272_02 | Earth | False | TRAPPIST-1e | 21.0 | False | 4.454347 | 1.098612 | 5.003946 | 5.337538 | 5.796058 | False | F | 1894 | P | 9272 | 02 |
| 8684 | 9274_01 | Earth | True | TRAPPIST-1e | 23.0 | False | -2.302585 | -2.302585 | -2.302585 | -2.302585 | -2.302585 | True | G | 1508 | P | 9274 | 01 |
| 8685 | 9275_01 | Europa | False | TRAPPIST-1e | 0.0 | False | -2.302585 | -2.302585 | -2.302585 | -2.302585 | -2.302585 | True | A | 97 | P | 9275 | 01 |
| 8686 | 9275_02 | Europa | False | TRAPPIST-1e | 32.0 | False | 0.000000 | 7.044033 | -2.302585 | 3.912023 | 3.526361 | False | A | 97 | P | 9275 | 02 |
| 8687 | 9275_03 | Europa | False | TRAPPIST-1e | 30.0 | False | -2.302585 | 8.073403 | -2.302585 | 0.693147 | 5.799093 | True | A | 97 | P | 9275 | 03 |
| 8688 | 9276_01 | Europa | False | 55 Cancri e | 41.0 | True | -2.302585 | 8.827468 | -2.302585 | 7.404279 | 4.304065 | False | A | 98 | P | 9276 | 01 |
| 8689 | 9278_01 | Earth | True | PSO J318.5-22 | 18.0 | False | -2.302585 | -2.302585 | -2.302585 | -2.302585 | -2.302585 | False | G | 1499 | S | 9278 | 01 |
| 8690 | 9279_01 | Earth | False | TRAPPIST-1e | 26.0 | False | -2.302585 | -2.302585 | 7.534763 | 0.000000 | -2.302585 | True | G | 1500 | S | 9279 | 01 |
| 8691 | 9280_01 | Europa | False | 55 Cancri e | 32.0 | False | -2.302585 | 6.955593 | -2.302585 | 5.866468 | 8.081784 | False | E | 608 | S | 9280 | 01 |
| 8692 | 9280_02 | Europa | False | TRAPPIST-1e | 44.0 | False | 4.836282 | 8.452761 | -2.302585 | -2.302585 | 2.484907 | True | E | 608 | S | 9280 | 02 |